{"id":"W3093179741","doi":"10.1200/po.20.00013","title":"Development and Validation of a Genomic Tool to Predict Seminal Vesicle Invasion in Adenocarcinoma of the Prostate","year":2020,"lang":"en","type":"article","venue":"JCO Precision Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Decipher Biosciences (Canada)","funders":"","keywords":"Nomogram; Prostate cancer; Prostatectomy; Medicine; Logistic regression; Oncology; Cohort; Internal medicine; Prostate; Cancer; Urology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001798955,0.0005690975,0.0004255879,0.001397513,0.0002393231,0.0009688986,0.0005922562,0.000385392,0.0006159187],"category_scores_gemma":[0.003654729,0.0001895849,0.0004778921,0.0007235707,0.0003034261,0.0002875605,0.0006650872,0.0004879209,0.0003283419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003996988,"about_ca_system_score_gemma":0.0009136969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155665,"about_ca_topic_score_gemma":0.002586291,"domain_scores_codex":[0.9994674,0.0001386147,0.00003585254,0.0001515452,0.0001586675,0.00004790806],"domain_scores_gemma":[0.9989396,0.0004131559,0.0002365869,0.0001005301,0.0002286392,0.00008149342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006446887,0.0002404207,0.8855903,0.0001462756,0.0002943859,0.0001434252,0.00009231295,0.01289273,0.01607845,0.0002415807,0.001321876,0.08231357],"study_design_scores_gemma":[0.0002487305,0.001841927,0.7004737,0.0001638421,0.0006006477,0.001480295,0.0003653696,0.258584,0.02818468,0.001957701,0.006040697,0.00005838338],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788504,0.000987262,0.01613127,0.0003361392,0.00003242394,0.0001246845,0.00246467,0.000303445,0.000769682],"genre_scores_gemma":[0.9819326,0.0002254176,0.01355584,0.00009624958,0.00001779243,0.0000564508,0.003868813,0.00002077529,0.0002260296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001798955,"threshold_uncertainty_score":0.009513915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03633023327856901,"score_gpt":0.2947791237358805,"score_spread":0.2584488904573115,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}